self-improve
Self-Improve
Reflect on the current session, identify concrete improvements, present them for approval, then create todos and execute.
Step 1: Gather Context
Use what's already in the conversation — tool outputs, errors, subagent summaries, dev server logs, test results. You're in the session, so you have the context.
Only use the session-reader skill if you need to review a subagent's session that isn't summarized in the current conversation.
Step 2: Analyze Improvement Areas
Examine each area below. Skip areas with no findings — only report what's actionable.
| Area | What to Look For |
|---|---|
| Agent config | Could AGENTS.md instructions be clearer? Did the agent misunderstand something that better wording would prevent? |
| Subagent behavior | Did subagents struggle, go off-scope, or need repeated correction? Would better task descriptions or agent definitions help? |
| Agent definitions | Check ~/.pi/agent/agents/*.md — are model choices, skills, or system prompts optimal for what was observed? |
| Tests | Were bugs found that tests should catch? Are existing tests stale or missing coverage for touched code? |
| Documentation | Are READMEs, inline docs, or references out of date after changes made this session? |
| Scripts | Did any scripts fail, produce wrong output, or need manual workarounds? |
| Extensions & MCP | Were MCP servers or extensions used that could be better configured? Were tools missing that would have helped? |
| Skills | Did any skill produce suboptimal results? Are trigger descriptions accurate? Would a new skill help? |
| Code quality | Did the session reveal patterns worth refactoring, error handling gaps, or repeated boilerplate? |
| Workflow | Were there unnecessary back-and-forth cycles, wasted API calls, or inefficient tool usage patterns? |
Step 3: Determine Scope
For each finding, classify its scope:
| Scope | Where It Lives | Example |
|---|---|---|
| Global | ~/.pi/agent/ (AGENTS.md, skills, agents) |
"Subagent worker should always run tests before committing" |
| Project | Project's .claude/, CLAUDE.md, or codebase |
"Add integration test for the auth endpoint we just fixed" |
Step 4: Present Suggestions
Present findings as a numbered table. Do NOT start working yet — wait for user approval.
Format each suggestion as:
## Improvement Suggestions
| # | Area | Scope | Suggestion | Reason | Changes |
|---|------|-------|------------|--------|---------|
| 1 | Tests | Project | Add test for X | Bug was found manually that a test would catch | Create `tests/test_x.py` |
| 2 | Agent config | Global | Clarify Y in AGENTS.md | Subagent misunderstood task scope twice | Edit AGENTS.md section Z |
| ... | | | | | |
After the table, ask:
Which of these should I work on? (all / numbers / none)
Step 5: Create Todos and Execute
For each approved suggestion:
-
Create a todo with the
todotool:- title: Short actionable summary
- tags:
["self-improve", "<scope>"]where scope isglobalorproject - body: Full context — what to change, why, which files
-
Work through each todo:
- Claim it
- Make the changes
- Verify the change works (run tests, validate config, etc.)
- Commit using the
commitskill if changes touch version-controlled files - Mark the todo as done
-
After completing all todos, print a summary:
## Completed Improvements
| # | Todo | What Changed | Verified |
|---|------|-------------|----------|
| 1 | TODO-xxxx | Added test_x.py — passes ✓ | ✓ |
| 2 | TODO-yyyy | Updated AGENTS.md worker section | ✓ |
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